
R version 3.5.1 (2018-07-02) -- "Feather Spray"
Copyright (C) 2018 The R Foundation for Statistical Computing
Platform: x86_64-apple-darwin15.6.0 (64-bit)

R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.

  Natural language support but running in an English locale

R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.

Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.

[?1034h> source("thaw[K[K[K[Ktm.R")
[1m── Attaching packages ─────────────────────────────────────── tidyverse 1.3.0 ──
[0m[1m✔ ggplot2 3.2.1     ✔ purrr   0.3.3
✔ tibble  2.1.3     ✔ dplyr   0.8.3
✔ tidyr   1.0.0     ✔ stringr 1.4.0
✔ readr   1.3.1     ✔ forcats 0.4.0
[0m[1m── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag()    masks stats::lag()
[0m[1m
Attaching package: ‘arabicStemR’

[0m[1mThe following object is masked from ‘package:graphics’:

    stem

[0m[1m
Attaching package: ‘lubridate’

[0m[1mThe following object is masked from ‘package:base’:

    date

[0m[1mstm v1.3.3 (2018-1-26) successfully loaded. See ?stm for help. 
 Papers, resources, and other materials at structuraltopicmodel.com
[0mBeginning Spectral Initialization 
	 Calculating the gram matrix...
	 Using only 10000 most frequent terms during initialization...
	 Finding anchor words...
 	........................................
	 Recovering initialization...
 	....................................................................................................
Initialization complete.
....................................................................................................
Completed E-Step (143 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -8.169) 
....................................................................................................
Completed E-Step (133 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -7.674, relative change = 6.058e-02) 
....................................................................................................
Completed E-Step (121 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -7.617, relative change = 7.515e-03) 
....................................................................................................
Completed E-Step (113 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -7.593, relative change = 3.143e-03) 
....................................................................................................
Completed E-Step (102 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -7.580, relative change = 1.714e-03) 
Topic 1: aDaf, asm, alktrwn, awlA, bryd 
 Topic 2: r5ys, asd, swr, syd, W3b 
 Topic 3: arhab, tnZym, swr, da3W, arhaby 
 Topic 4: mnTQ, jnwb, WrQ, drj, Wmal 
 Topic 5: antKab, mrW7, W3b, dstwr, r5as 
 Topic 6: m7afZ, 3yn, laiQ, blGt, mnaTQ 
 Topic 7: S7yf, bryTan, twns, Qalt, katb 
 Topic 8: r5ys, amyrk, frns, amryk, rws 
 Topic 9: dmWQ, sana, jm3, ywm, awlA 
 Topic 10: swr, 3rb, arhab, W3b, dwl 
 Topic 11: syd, mrswm, r5ys, rQm, 3am 
 Topic 12: mad, Qan, 3am, m7km, a7kam 
 Topic 13: syar, mjmw3, msl7, kan, arhab 
 Topic 14: swr, dwl, kan, syas, lys 
 Topic 15: msa3d, ansan, swr, zra3, Gia5 
 Topic 16: s3wd, mSr, QTr, nZam, amn 
 Topic 17: mKym, ams, sana, aTfal, aSab 
 Topic 18: a3lam, Qal, m3lwm, aDaf, Qna 
 Topic 19: amyrk, mt7d, wlay, awrwb, nww 
 Topic 20: ymn, 3dw, s3wd, jyW, Gar 
 Topic 21: ryaD, awlA, Uan, brazyl, fryQ 
 Topic 22: m7afZ, mdyn, 7lb, 7mS, mwaTn 
 Topic 23: swr, aQtSad, sya7, astUmar, Sna3 
 Topic 24: swr, 3laQ, bld, t3a, zyr 
 Topic 25: swr, dyn, aslam, bTryrk, UQaf 
 Topic 26: b7r, nQl, swr, Ta5r, lyb 
 Topic 27: nfT, mya, mWrw3, swr, Gaz 
 Topic 28: wTn, swr, jyW, Whda, arhab 
 Topic 29: lbnan, lbn, mQawm, asra5yl, r5ys 
 Topic 30: swr, lyr, mal, mSrf, 3am 
 Topic 31: mjls, wzra, 3ml, 3am, mWrw3 
 Topic 32: jam3, t3lym, 3lm, 3am, Tlab 
 Topic 33: arhaby, arhab, mSdr, jyW, msl7 
 Topic 34: asra5yl, flsTyn, a7tlal, flsTyny, m7tl 
 Topic 35: wTn, swr, 7zb, 3ml, 3rb 
 Topic 36: 3raQ, bGdad, WrT, aKr, ams 
 Topic 37: trk, trkya, ardwG, 7kwm, 7zb 
 Topic 38: swr, dwl, rws, Karj, mt7d 
 Topic 39: 3rb, dwl, r5ys, flsTyn, W3b 
 Topic 40: asra5yl, flsTyn, slam, ams, a7tlal 
....................................................................................................
Completed E-Step (96 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -7.572, relative change = 1.005e-03) 
....................................................................................................
Completed E-Step (94 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -7.567, relative change = 6.376e-04) 
....................................................................................................
Completed E-Step (91 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -7.564, relative change = 4.385e-04) 
....................................................................................................
Completed E-Step (97 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -7.562, relative change = 3.193e-04) 
....................................................................................................
Completed E-Step (91 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -7.560, relative change = 2.458e-04) 
Topic 1: aDaf, asm, awlA, alktrwn, tfaSyl 
 Topic 2: r5ys, asd, swr, syd, bWar 
 Topic 3: arhab, tnZym, swr, da3W, arhaby 
 Topic 4: mnTQ, jnwb, WrQ, drj, Wmal 
 Topic 5: antKab, dstwr, r5as, W3b, mjls 
 Topic 6: m7afZ, laiQ, TrTws, 3yn, 7sk 
 Topic 7: S7yf, bryTan, twns, katb, Qalt 
 Topic 8: amyrk, amryk, r5ys, wlay, mt7d 
 Topic 9: dmWQ, awlA, ywm, jm3, sana 
 Topic 10: swr, 3rb, W3b, arhab, dwl 
 Topic 11: syd, 3am, r5ys, mrswm, m7md 
 Topic 12: mad, Qan, 3am, m7km, a7kam 
 Topic 13: msl7, mjmw3, arhab, syar, amn 
 Topic 14: swr, dwl, kan, syas, lys 
 Topic 15: msa3d, swr, ansan, 7kwm, mnZm 
 Topic 16: s3wd, mSr, QTr, nZam, aKw 
 Topic 17: mKym, aTfal, ams, mWfA, aSab 
 Topic 18: a3lam, sa5l, m3lwm, Qna, swr 
 Topic 19: awrwb, mt7d, amyrk, nww, dwl 
 Topic 20: ymn, 3dw, s3wd, jyW, Gar 
 Topic 21: ryaD, brazyl, awlA, Uan, mhrj 
 Topic 22: m7afZ, mdyn, 7lb, 7mS, mwaTn 
 Topic 23: aQtSad, swr, tjar, astUmar, Sna3 
 Topic 24: swr, 3laQ, bld, t3a, r5ys 
 Topic 25: dyn, aslam, swr, bTryrk, 3alm 
 Topic 26: b7r, nQl, Ta5r, lyb, mTar 
 Topic 27: nfT, mya, mWrw3, Wrk, Gaz 
 Topic 28: wTn, swr, jyW, Whda, arhab 
 Topic 29: lbnan, lbn, mQawm, asra5yl, r5ys 
 Topic 30: mal, swr, lyr, 3am, mSrf 
 Topic 31: mjls, wzra, 3ml, mWrw3, 3am 
 Topic 32: jam3, t3lym, 3lm, Tlab, dras 
 Topic 33: arhaby, arhab, mSdr, jyW, msl7 
 Topic 34: asra5yl, flsTyn, a7tlal, flsTyny, m7tl 
 Topic 35: wTn, 7zb, swr, syas, 3ml 
 Topic 36: 3raQ, bGdad, WrT, aKr, ams 
 Topic 37: trk, trkya, ardwG, 7kwm, 7zb 
 Topic 38: swr, dwl, rws, Karj, mt7d 
 Topic 39: 3rb, dwl, ayran, aslam, r5ys 
 Topic 40: asra5yl, slam, mfawD, flsTyn, Qal 
....................................................................................................
Completed E-Step (94 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -7.558, relative change = 1.988e-04) 
....................................................................................................
Completed E-Step (104 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -7.557, relative change = 1.695e-04) 
....................................................................................................
Completed E-Step (103 seconds). 
Completed M-Step. 
Completing Iteration 13 (approx. per word bound = -7.556, relative change = 1.562e-04) 
....................................................................................................
Completed E-Step (101 seconds). 
Completed M-Step. 
Completing Iteration 14 (approx. per word bound = -7.555, relative change = 1.478e-04) 
....................................................................................................
Completed E-Step (103 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -7.554, relative change = 1.361e-04) 
Topic 1: aDaf, tfaSyl, alktrwn, awlA, asm 
 Topic 2: r5ys, asd, syd, swr, bWar 
 Topic 3: arhab, tnZym, swr, arhaby, da3W 
 Topic 4: mnTQ, jnwb, drj, WrQ, Wmal 
 Topic 5: antKab, dstwr, W3b, r5as, mjls 
 Topic 6: m7afZ, laiQ, TrTws, 7sk, zra3 
 Topic 7: S7yf, bryTan, twns, katb, Qalt 
 Topic 8: amyrk, amryk, wlay, mt7d, r5ys 
 Topic 9: dmWQ, awlA, ywm, 3am, sana 
 Topic 10: swr, 3rb, W3b, dwl, arhab 
 Topic 11: m7md, syd, 3am, 3bd, r5ys 
 Topic 12: mad, Qan, m7km, a7kam, 3am 
 Topic 13: msl7, mjmw3, arhab, syar, amn 
 Topic 14: swr, dwl, kan, syas, lys 
 Topic 15: swr, msa3d, 7kwm, ansan, mnZm 
 Topic 16: s3wd, mSr, QTr, nZam, aKw 
 Topic 17: mKym, aTfal, mWfA, aSab, ams 
 Topic 18: a3lam, sa5l, swr, 7QyQ, t7QyQ 
 Topic 19: awrwb, nww, dwl, mt7d, 3alm 
 Topic 20: ymn, 3dw, s3wd, jyW, Gar 
 Topic 21: ryaD, brazyl, UQaf, 3alm, mhrj 
 Topic 22: m7afZ, 7lb, mdyn, 7mS, mwaTn 
 Topic 23: aQtSad, swr, tjar, astUmar, Sna3 
 Topic 24: swr, 3laQ, bld, r5ys, zyr 
 Topic 25: dyn, aslam, swr, bTryrk, 3alm 
 Topic 26: b7r, nQl, Ta5r, ardn, lyb 
 Topic 27: nfT, mya, Wrk, mWrw3, Gaz 
 Topic 28: wTn, swr, jyW, Whda, arhab 
 Topic 29: lbnan, lbn, mQawm, asra5yl, r5ys 
 Topic 30: 3am, mal, lyr, swr, mSrf 
 Topic 31: mjls, 3ml, wzra, mWrw3, Qan 
 Topic 32: jam3, t3lym, 3lm, Tlab, dras 
 Topic 33: arhaby, arhab, mSdr, jyW, msl7 
 Topic 34: asra5yl, flsTyn, a7tlal, flsTyny, m7tl 
 Topic 35: wTn, 7zb, syas, swr, 3rb 
 Topic 36: 3raQ, WrT, bGdad, aKr, ams 
 Topic 37: trk, trkya, ardwG, 7kwm, 7zb 
 Topic 38: swr, rws, dwl, rwsya, Karj 
 Topic 39: 3rb, dwl, ayran, ayr, mnTQ 
 Topic 40: slam, asra5yl, mfawD, WrQ, awsT 
....................................................................................................
Completed E-Step (104 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -7.553, relative change = 1.243e-04) 
....................................................................................................
Completed E-Step (97 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -7.552, relative change = 1.110e-04) 
....................................................................................................
Completed E-Step (99 seconds). 
Completed M-Step. 
Completing Iteration 18 (approx. per word bound = -7.551, relative change = 9.786e-05) 
....................................................................................................
Completed E-Step (94 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -7.550, relative change = 8.486e-05) 
....................................................................................................
Completed E-Step (110 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -7.550, relative change = 7.423e-05) 
Topic 1: aDaf, alktrwn, tfaSyl, awlA, asm 
 Topic 2: r5ys, asd, syd, swr, bWar 
 Topic 3: arhab, tnZym, swr, arhaby, da3W 
 Topic 4: mnTQ, jnwb, drj, WrQ, Wmal 
 Topic 5: antKab, dstwr, W3b, r5as, mjls 
 Topic 6: m7afZ, laiQ, TrTws, 7sk, dyr 
 Topic 7: S7yf, bryTan, twns, katb, Qalt 
 Topic 8: amyrk, amryk, wlay, mt7d, r5ys 
 Topic 9: awlA, dmWQ, 3am, sana, ywm 
 Topic 10: swr, 3rb, W3b, dwl, arhab 
 Topic 11: m7md, 3bd, syd, 3am, a7md 
 Topic 12: mad, Qan, mrswm, a7kam, m7km 
 Topic 13: msl7, mjmw3, arhab, syar, amn 
 Topic 14: swr, dwl, kan, syas, lys 
 Topic 15: swr, 7kwm, msa3d, ansan, 7lQ 
 Topic 16: s3wd, mSr, QTr, nZam, aKw 
 Topic 17: mKym, aTfal, mWfA, tfjyr, aSab 
 Topic 18: a3lam, sa5l, swr, 7QyQ, t7QyQ 
 Topic 19: awrwb, nww, dwl, at7ad, 3alm 
 Topic 20: ymn, 3dw, s3wd, jyW, Gar 
 Topic 21: UQaf, ryaD, 3alm, brazyl, mhrj 
 Topic 22: 7lb, m7afZ, mdyn, 7mS, ahal 
 Topic 23: aQtSad, swr, tjar, astUmar, Sna3 
 Topic 24: swr, 3laQ, bld, zyr, r5ys 
 Topic 25: dyn, aslam, swr, bTryrk, slam 
 Topic 26: b7r, ardn, Ta5r, nQl, 7dwd 
 Topic 27: nfT, mya, Wrk, mWrw3, Gaz 
 Topic 28: wTn, swr, Whda, jyW, arhab 
 Topic 29: lbnan, lbn, mQawm, asra5yl, wTn 
 Topic 30: 3am, mal, lyr, swr, mSrf 
 Topic 31: mjls, mWrw3, 3ml, wzra, Qan 
 Topic 32: jam3, t3lym, 3lm, Tlab, dras 
 Topic 33: arhaby, arhab, mSdr, jyW, msl7 
 Topic 34: asra5yl, flsTyn, a7tlal, flsTyny, m7tl 
 Topic 35: wTn, 7zb, 3rb, syas, 3ml 
 Topic 36: 3raQ, WrT, bGdad, aKr, ams 
 Topic 37: trk, trkya, ardwG, 7kwm, 7zb 
 Topic 38: swr, rws, dwl, rwsya, Karj 
 Topic 39: 3rb, dwl, ayran, ayr, mnTQ 
 Topic 40: asra5yl, slam, WrQ, awsT, r5ys 
....................................................................................................
Completed E-Step (96 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -7.549, relative change = 6.604e-05) 
....................................................................................................
Completed E-Step (91 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -7.549, relative change = 5.828e-05) 
....................................................................................................
Completed E-Step (95 seconds). 
Completed M-Step. 
Completing Iteration 23 (approx. per word bound = -7.549, relative change = 5.421e-05) 
....................................................................................................
Completed E-Step (94 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -7.548, relative change = 4.945e-05) 
....................................................................................................
Completed E-Step (88 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -7.548, relative change = 4.593e-05) 
Topic 1: aDaf, alktrwn, tfaSyl, atSal, awlA 
 Topic 2: r5ys, asd, syd, bWar, swr 
 Topic 3: arhab, swr, tnZym, arhaby, da3W 
 Topic 4: mnTQ, jnwb, drj, WrQ, Wmal 
 Topic 5: antKab, dstwr, W3b, r5as, mjls 
 Topic 6: m7afZ, laiQ, dyr, zwr, TrTws 
 Topic 7: S7yf, bryTan, twns, katb, Qalt 
 Topic 8: amyrk, amryk, wlay, mt7d, r5ys 
 Topic 9: awlA, 3am, dmWQ, sana, ywm 
 Topic 10: swr, 3rb, W3b, dwl, arhab 
 Topic 11: m7md, 3bd, a7md, syd, 3am 
 Topic 12: mad, Qan, mrswm, a7kam, m7km 
 Topic 13: msl7, mjmw3, arhab, syar, amn 
 Topic 14: swr, kan, dwl, syas, lys 
 Topic 15: swr, 7kwm, msa3d, ansan, dwl 
 Topic 16: s3wd, mSr, QTr, nZam, aKw 
 Topic 17: aTfal, mKym, tfjyr, mWfA, aSab 
 Topic 18: a3lam, swr, sa5l, 7QyQ, t7QyQ 
 Topic 19: awrwb, nww, dwl, at7ad, 3alm 
 Topic 20: ymn, 3dw, s3wd, jyW, Gar 
 Topic 21: UQaf, 3alm, ryaD, taryK, brazyl 
 Topic 22: 7lb, m7afZ, mdyn, ahal, 7mS 
 Topic 23: aQtSad, swr, tjar, astUmar, Sna3 
 Topic 24: swr, 3laQ, bld, zyr, r5ys 
 Topic 25: dyn, aslam, swr, bTryrk, slam 
 Topic 26: ardn, b7r, Ta5r, nQl, 7dwd 
 Topic 27: nfT, mya, Wrk, mWrw3, Gaz 
 Topic 28: wTn, swr, Whda, jyW, arhab 
 Topic 29: lbnan, lbn, mQawm, asra5yl, wTn 
 Topic 30: 3am, mal, lyr, swr, mSrf 
 Topic 31: mjls, mWrw3, 3ml, wzra, Qan 
 Topic 32: jam3, t3lym, 3lm, Tlab, dras 
 Topic 33: arhaby, mSdr, arhab, jyW, msl7 
 Topic 34: asra5yl, flsTyn, a7tlal, flsTyny, m7tl 
 Topic 35: wTn, 7zb, 3rb, syas, 3ml 
 Topic 36: 3raQ, WrT, bGdad, aKr, ams 
 Topic 37: trk, trkya, ardwG, 7kwm, 7zb 
 Topic 38: swr, rws, dwl, rwsya, Karj 
 Topic 39: 3rb, dwl, ayran, ayr, mnTQ 
 Topic 40: asra5yl, slam, WrQ, awsT, mnTQ 
....................................................................................................
Completed E-Step (95 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -7.547, relative change = 4.268e-05) 
....................................................................................................
Completed E-Step (85 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -7.547, relative change = 3.904e-05) 
....................................................................................................
Completed E-Step (86 seconds). 
Completed M-Step. 
Completing Iteration 28 (approx. per word bound = -7.547, relative change = 3.702e-05) 
....................................................................................................
Completed E-Step (90 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -7.547, relative change = 3.644e-05) 
....................................................................................................
Completed E-Step (88 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -7.546, relative change = 3.343e-05) 
Topic 1: aDaf, atSal, alktrwn, tfaSyl, awlA 
 Topic 2: r5ys, asd, syd, bWar, swr 
 Topic 3: arhab, swr, tnZym, arhaby, da3W 
 Topic 4: mnTQ, jnwb, drj, WrQ, Wmal 
 Topic 5: antKab, dstwr, W3b, r5as, r5ys 
 Topic 6: m7afZ, laiQ, dyr, zwr, zra3 
 Topic 7: S7yf, bryTan, twns, katb, Qalt 
 Topic 8: amyrk, amryk, wlay, mt7d, r5ys 
 Topic 9: awlA, 3am, dmWQ, sana, ywm 
 Topic 10: swr, 3rb, W3b, dwl, arhab 
 Topic 11: 3bd, m7md, a7md, WyK, 3am 
 Topic 12: mad, Qan, mrswm, a7kam, m7km 
 Topic 13: msl7, mjmw3, arhab, syar, amn 
 Topic 14: swr, kan, dwl, syas, lys 
 Topic 15: swr, 7kwm, msa3d, ansan, dwl 
 Topic 16: s3wd, mSr, QTr, nZam, aKw 
 Topic 17: tfjyr, aTfal, mKym, mWfA, jr7A 
 Topic 18: a3lam, swr, sa5l, 7QyQ, t7QyQ 
 Topic 19: awrwb, nww, dwl, at7ad, 3alm 
 Topic 20: ymn, 3dw, s3wd, jyW, Gar 
 Topic 21: UQaf, 3alm, taryK, ryaD, swr 
 Topic 22: 7lb, mdyn, m7afZ, ahal, 7mS 
 Topic 23: aQtSad, swr, tjar, mjal, astUmar 
 Topic 24: swr, 3laQ, bld, zyr, wfd 
 Topic 25: dyn, aslam, swr, bTryrk, slam 
 Topic 26: ardn, b7r, Ta5r, nQl, 7dwd 
 Topic 27: nfT, mya, Wrk, mWrw3, khrba 
 Topic 28: wTn, swr, Whda, jyW, abna 
 Topic 29: lbnan, lbn, mQawm, asra5yl, wTn 
 Topic 30: 3am, mal, lyr, swr, Wrk 
 Topic 31: mjls, mWrw3, 3ml, Qan, wzra 
 Topic 32: jam3, t3lym, 3lm, Tlab, dras 
 Topic 33: arhaby, mSdr, arhab, jyW, msl7 
 Topic 34: asra5yl, flsTyn, a7tlal, flsTyny, m7tl 
 Topic 35: wTn, 7zb, 3rb, 3ml, syas 
 Topic 36: 3raQ, WrT, bGdad, aKr, ams 
 Topic 37: trk, trkya, ardwG, 7kwm, 7zb 
 Topic 38: swr, rws, dwl, rwsya, Karj 
 Topic 39: 3rb, dwl, ayran, ayr, mnTQ 
 Topic 40: asra5yl, slam, WrQ, awsT, mnTQ 
....................................................................................................
Completed E-Step (87 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -7.546, relative change = 3.226e-05) 
....................................................................................................
Completed E-Step (83 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -7.546, relative change = 3.065e-05) 
....................................................................................................
Completed E-Step (85 seconds). 
Completed M-Step. 
Completing Iteration 33 (approx. per word bound = -7.546, relative change = 2.965e-05) 
....................................................................................................
Completed E-Step (83 seconds). 
Completed M-Step. 
Completing Iteration 34 (approx. per word bound = -7.545, relative change = 2.711e-05) 
....................................................................................................
Completed E-Step (86 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -7.545, relative change = 2.745e-05) 
Topic 1: aDaf, atSal, alktrwn, tfaSyl, awlA 
 Topic 2: r5ys, asd, syd, bWar, swr 
 Topic 3: arhab, swr, tnZym, arhaby, dwl 
 Topic 4: mnTQ, jnwb, drj, WrQ, Wmal 
 Topic 5: antKab, dstwr, W3b, r5as, r5ys 
 Topic 6: m7afZ, zra3, laiQ, dyr, zwr 
 Topic 7: S7yf, bryTan, twns, katb, Qalt 
 Topic 8: amyrk, amryk, wlay, mt7d, r5ys 
 Topic 9: awlA, 3am, sana, dmWQ, ywm 
 Topic 10: swr, 3rb, W3b, dwl, Shywn 
 Topic 11: 3bd, m7md, a7md, WyK, 3am 
 Topic 12: mad, Qan, mrswm, a7kam, rQm 
 Topic 13: msl7, mjmw3, arhab, syar, amn 
 Topic 14: swr, kan, dwl, syas, lys 
 Topic 15: swr, 7kwm, msa3d, ansan, dwl 
 Topic 16: s3wd, mSr, QTr, nZam, aKw 
 Topic 17: tfjyr, aTfal, mKym, mWfA, jrym 
 Topic 18: a3lam, swr, sa5l, 7QyQ, tQryr 
 Topic 19: awrwb, at7ad, dwl, nww, alman 
 Topic 20: ymn, 3dw, s3wd, jyW, Gar 
 Topic 21: UQaf, 3alm, swr, taryK, 3rb 
 Topic 22: 7lb, mdyn, m7afZ, ahal, mSal7 
 Topic 23: aQtSad, swr, tjar, mjal, astUmar 
 Topic 24: swr, 3laQ, bld, zyr, wfd 
 Topic 25: dyn, aslam, swr, bTryrk, slam 
 Topic 26: ardn, b7r, Ta5r, nQl, 7dwd 
 Topic 27: nfT, mya, Wrk, mWrw3, khrba 
 Topic 28: wTn, swr, Whda, jyW, abna 
 Topic 29: lbnan, lbn, mQawm, asra5yl, wTn 
 Topic 30: 3am, mal, lyr, swr, Wrk 
 Topic 31: mjls, mWrw3, 3ml, Qan, wzra 
 Topic 32: jam3, t3lym, 3lm, Tlab, dras 
 Topic 33: arhaby, mSdr, arhab, jyW, msl7 
 Topic 34: asra5yl, flsTyn, a7tlal, flsTyny, m7tl 
 Topic 35: wTn, 7zb, 3rb, 3ml, syas 
 Topic 36: 3raQ, WrT, bGdad, aKr, ams 
 Topic 37: trk, trkya, ardwG, 7kwm, 7zb 
 Topic 38: swr, rws, dwl, rwsya, Karj 
 Topic 39: dwl, 3rb, ayran, ayr, aslam 
 Topic 40: asra5yl, slam, WrQ, mnTQ, awsT 
....................................................................................................
Completed E-Step (84 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -7.545, relative change = 2.369e-05) 
....................................................................................................
Completed E-Step (85 seconds). 
Completed M-Step. 
Completing Iteration 37 (approx. per word bound = -7.545, relative change = 2.241e-05) 
....................................................................................................
Completed E-Step (82 seconds). 
Completed M-Step. 
Completing Iteration 38 (approx. per word bound = -7.545, relative change = 2.156e-05) 
....................................................................................................
Completed E-Step (80 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -7.545, relative change = 2.070e-05) 
....................................................................................................
Completed E-Step (84 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -7.544, relative change = 1.979e-05) 
Topic 1: aDaf, atSal, alktrwn, tfaSyl, mwQ3 
 Topic 2: r5ys, asd, syd, bWar, swr 
 Topic 3: arhab, swr, tnZym, arhaby, dwl 
 Topic 4: mnTQ, jnwb, drj, WrQ, Wmal 
 Topic 5: antKab, dstwr, W3b, r5as, r5ys 
 Topic 6: m7afZ, zra3, laiQ, dyr, zwr 
 Topic 7: S7yf, bryTan, twns, swr, iyn 
 Topic 8: amyrk, amryk, wlay, mt7d, r5ys 
 Topic 9: 3am, awlA, sana, ywm, ams 
 Topic 10: swr, 3rb, W3b, dwl, Shywn 
 Topic 11: 3bd, m7md, a7md, WyK, 3am 
 Topic 12: mad, Qan, mrswm, a7kam, rQm 
 Topic 13: msl7, mjmw3, arhab, syar, amn 
 Topic 14: swr, kan, dwl, syas, lys 
 Topic 15: swr, 7kwm, msa3d, ansan, dwl 
 Topic 16: s3wd, mSr, QTr, nZam, Klyj 
 Topic 17: tfjyr, aTfal, mKym, jrym, mWfA 
 Topic 18: a3lam, swr, sa5l, 7QyQ, ans 
 Topic 19: awrwb, at7ad, dwl, nww, alman 
 Topic 20: ymn, 3dw, s3wd, jyW, Gar 
 Topic 21: UQaf, swr, 3alm, taryK, m3rD 
 Topic 22: 7lb, mdyn, m7afZ, ahal, mSal7 
 Topic 23: aQtSad, swr, tjar, mjal, t3a 
 Topic 24: swr, 3laQ, bld, zyr, wfd 
 Topic 25: dyn, aslam, swr, bTryrk, slam 
 Topic 26: ardn, b7r, Ta5r, nQl, 7dwd 
 Topic 27: nfT, mya, Wrk, mWrw3, khrba 
 Topic 28: wTn, swr, Whda, jyW, abna 
 Topic 29: lbnan, lbn, mQawm, asra5yl, wTn 
 Topic 30: 3am, mal, swr, lyr, Wrk 
 Topic 31: mjls, mWrw3, 3ml, Qan, wzra 
 Topic 32: jam3, t3lym, 3lm, Tlab, dras 
 Topic 33: arhaby, mSdr, arhab, jyW, msl7 
 Topic 34: asra5yl, flsTyn, a7tlal, flsTyny, m7tl 
 Topic 35: wTn, 3rb, 7zb, 3ml, syas 
 Topic 36: 3raQ, WrT, bGdad, aKr, ams 
 Topic 37: trk, trkya, ardwG, 7kwm, 7zb 
 Topic 38: swr, rws, dwl, rwsya, Karj 
 Topic 39: dwl, 3rb, ayran, ayr, aslam 
 Topic 40: asra5yl, slam, dwl, WrQ, mnTQ 
....................................................................................................
Completed E-Step (82 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -7.544, relative change = 2.015e-05) 
....................................................................................................
Completed E-Step (82 seconds). 
Completed M-Step. 
Completing Iteration 42 (approx. per word bound = -7.544, relative change = 1.884e-05) 
....................................................................................................
Completed E-Step (83 seconds). 
Completed M-Step. 
Completing Iteration 43 (approx. per word bound = -7.544, relative change = 1.731e-05) 
....................................................................................................
Completed E-Step (86 seconds). 
Completed M-Step. 
Completing Iteration 44 (approx. per word bound = -7.544, relative change = 1.839e-05) 
....................................................................................................
Completed E-Step (81 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -7.544, relative change = 1.683e-05) 
Topic 1: aDaf, atSal, alktrwn, tfaSyl, mwQ3 
 Topic 2: r5ys, asd, syd, bWar, 3rb 
 Topic 3: arhab, swr, tnZym, arhaby, dwl 
 Topic 4: mnTQ, jnwb, drj, WrQ, Wmal 
 Topic 5: antKab, dstwr, W3b, r5as, r5ys 
 Topic 6: m7afZ, zra3, laiQ, dyr, zwr 
 Topic 7: S7yf, bryTan, twns, swr, iyn 
 Topic 8: amyrk, amryk, wlay, mt7d, r5ys 
 Topic 9: 3am, awlA, sana, ams, ywm 
 Topic 10: swr, 3rb, W3b, dwl, Shywn 
 Topic 11: 3bd, m7md, a7md, WyK, 3am 
 Topic 12: mad, Qan, mrswm, a7kam, rQm 
 Topic 13: msl7, mjmw3, arhab, syar, amn 
 Topic 14: swr, kan, dwl, syas, lys 
 Topic 15: swr, 7kwm, msa3d, ansan, dwl 
 Topic 16: s3wd, mSr, QTr, nZam, syas 
 Topic 17: tfjyr, aTfal, jrym, 3ml, mKym 
 Topic 18: a3lam, swr, sa5l, 7QyQ, ans 
 Topic 19: awrwb, at7ad, dwl, nww, alman 
 Topic 20: ymn, 3dw, s3wd, jyW, Gar 
 Topic 21: UQaf, swr, 3alm, taryK, m3rD 
 Topic 22: 7lb, mdyn, m7afZ, ahal, mSal7 
 Topic 23: aQtSad, swr, mjal, tjar, t3a 
 Topic 24: swr, 3laQ, bld, zyr, wfd 
 Topic 25: dyn, aslam, swr, bTryrk, slam 
 Topic 26: ardn, b7r, Ta5r, nQl, 7dwd 
 Topic 27: nfT, mya, Wrk, mWrw3, khrba 
 Topic 28: wTn, swr, Whda, jyW, abna 
 Topic 29: lbnan, lbn, mQawm, asra5yl, wTn 
 Topic 30: 3am, mal, swr, lyr, Wrk 
 Topic 31: mjls, mWrw3, 3ml, Qan, wzra 
 Topic 32: jam3, t3lym, 3lm, Tlab, trb 
 Topic 33: arhaby, mSdr, arhab, jyW, msl7 
 Topic 34: asra5yl, flsTyn, a7tlal, flsTyny, m7tl 
 Topic 35: wTn, 3rb, 7zb, 3ml, syas 
 Topic 36: 3raQ, WrT, bGdad, aKr, ams 
 Topic 37: trk, trkya, ardwG, 7kwm, 7zb 
 Topic 38: swr, rws, dwl, rwsya, Karj 
 Topic 39: dwl, 3rb, ayran, ayr, aslam 
 Topic 40: asra5yl, slam, dwl, mnTQ, WrQ 
....................................................................................................
Completed E-Step (81 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -7.544, relative change = 1.793e-05) 
....................................................................................................
Completed E-Step (82 seconds). 
Completed M-Step. 
Completing Iteration 47 (approx. per word bound = -7.544, relative change = 1.673e-05) 
....................................................................................................
Completed E-Step (82 seconds). 
Completed M-Step. 
Completing Iteration 48 (approx. per word bound = -7.543, relative change = 1.622e-05) 
....................................................................................................
Completed E-Step (79 seconds). 
Completed M-Step. 
Completing Iteration 49 (approx. per word bound = -7.543, relative change = 1.655e-05) 
....................................................................................................
Completed E-Step (83 seconds). 
Completed M-Step. 
Completing Iteration 50 (approx. per word bound = -7.543, relative change = 1.619e-05) 
Topic 1: aDaf, atSal, mwQ3, m3lwm, Qal 
 Topic 2: r5ys, asd, syd, bWar, 3rb 
 Topic 3: arhab, swr, tnZym, arhaby, dwl 
 Topic 4: mnTQ, jnwb, drj, WrQ, Wmal 
 Topic 5: antKab, dstwr, W3b, r5as, r5ys 
 Topic 6: m7afZ, zra3, laiQ, dyr, zwr 
 Topic 7: S7yf, bryTan, twns, iyn, swr 
 Topic 8: amyrk, amryk, wlay, mt7d, r5ys 
 Topic 9: 3am, awlA, sana, ams, ywm 
 Topic 10: swr, 3rb, W3b, dwl, Shywn 
 Topic 11: 3bd, m7md, a7md, WyK, 3am 
 Topic 12: mad, Qan, mrswm, a7kam, rQm 
 Topic 13: msl7, mjmw3, arhab, syar, amn 
 Topic 14: swr, kan, dwl, syas, lys 
 Topic 15: swr, 7kwm, msa3d, ansan, dwl 
 Topic 16: s3wd, mSr, QTr, nZam, syas 
 Topic 17: tfjyr, aTfal, jrym, 3ml, mWfA 
 Topic 18: a3lam, swr, sa5l, 7QyQ, ans 
 Topic 19: awrwb, at7ad, dwl, nww, alman 
 Topic 20: ymn, 3dw, s3wd, jyW, Gar 
 Topic 21: UQaf, swr, 3alm, m3rD, taryK 
 Topic 22: 7lb, mdyn, m7afZ, ahal, mSal7 
 Topic 23: aQtSad, swr, mjal, t3a, tjar 
 Topic 24: swr, 3laQ, bld, zyr, wfd 
 Topic 25: dyn, aslam, swr, bTryrk, slam 
 Topic 26: ardn, b7r, Ta5r, nQl, 7dwd 
 Topic 27: nfT, mya, Wrk, mWrw3, khrba 
 Topic 28: wTn, swr, Whda, jyW, abna 
 Topic 29: lbnan, lbn, mQawm, asra5yl, wTn 
 Topic 30: 3am, mal, swr, lyr, Wrk 
 Topic 31: mjls, mWrw3, 3ml, Qan, wzra 
 Topic 32: jam3, t3lym, 3lm, Tlab, trb 
 Topic 33: arhaby, mSdr, arhab, jyW, msl7 
 Topic 34: asra5yl, flsTyn, a7tlal, flsTyny, m7tl 
 Topic 35: wTn, 3rb, 7zb, 3ml, syas 
 Topic 36: 3raQ, WrT, bGdad, aKr, ams 
 Topic 37: trk, trkya, ardwG, 7kwm, 7zb 
 Topic 38: swr, rws, rwsya, dwl, Karj 
 Topic 39: dwl, 3rb, ayran, ayr, aslam 
 Topic 40: asra5yl, slam, dwl, mnTQ, WrQ 
....................................................................................................
Completed E-Step (84 seconds). 
Completed M-Step. 
Completing Iteration 51 (approx. per word bound = -7.543, relative change = 1.598e-05) 
....................................................................................................
Completed E-Step (79 seconds). 
Completed M-Step. 
Completing Iteration 52 (approx. per word bound = -7.543, relative change = 1.695e-05) 
....................................................................................................
Completed E-Step (81 seconds). 
Completed M-Step. 
Completing Iteration 53 (approx. per word bound = -7.543, relative change = 1.612e-05) 
....................................................................................................
Completed E-Step (82 seconds). 
Completed M-Step. 
Completing Iteration 54 (approx. per word bound = -7.543, relative change = 1.630e-05) 
....................................................................................................
Completed E-Step (80 seconds). 
Completed M-Step. 
Completing Iteration 55 (approx. per word bound = -7.543, relative change = 1.681e-05) 
Topic 1: aDaf, atSal, mwQ3, m3lwm, Qal 
 Topic 2: r5ys, asd, syd, bWar, 3rb 
 Topic 3: arhab, swr, tnZym, arhaby, dwl 
 Topic 4: mnTQ, jnwb, drj, WrQ, Wmal 
 Topic 5: antKab, dstwr, W3b, r5as, r5ys 
 Topic 6: m7afZ, zra3, laiQ, dyr, zwr 
 Topic 7: S7yf, bryTan, twns, frns, iyn 
 Topic 8: amyrk, amryk, wlay, mt7d, r5ys 
 Topic 9: 3am, awlA, sana, ams, 3rb 
 Topic 10: swr, 3rb, W3b, dwl, Shywn 
 Topic 11: 3bd, m7md, a7md, WyK, 3am 
 Topic 12: mad, Qan, mrswm, a7kam, rQm 
 Topic 13: msl7, mjmw3, arhab, syar, amn 
 Topic 14: swr, kan, dwl, syas, lys 
 Topic 15: swr, 7kwm, msa3d, ansan, dwl 
 Topic 16: s3wd, mSr, QTr, nZam, syas 
 Topic 17: tfjyr, aTfal, jrym, 3ml, ajram 
 Topic 18: a3lam, swr, sa5l, 7QyQ, ans 
 Topic 19: awrwb, at7ad, dwl, nww, alman 
 Topic 20: ymn, 3dw, s3wd, jyW, Gar 
 Topic 21: UQaf, swr, 3alm, m3rD, taryK 
 Topic 22: 7lb, mdyn, m7afZ, ahal, jyW 
 Topic 23: aQtSad, swr, mjal, t3a, tjar 
 Topic 24: swr, 3laQ, bld, zyr, wfd 
 Topic 25: dyn, aslam, swr, bTryrk, slam 
 Topic 26: ardn, b7r, Ta5r, nQl, 7dwd 
 Topic 27: nfT, mya, Wrk, mWrw3, khrba 
 Topic 28: wTn, swr, Whda, jyW, abna 
 Topic 29: lbnan, lbn, mQawm, asra5yl, wTn 
 Topic 30: 3am, mal, swr, lyr, Wrk 
 Topic 31: mjls, mWrw3, 3ml, Qan, adar 
 Topic 32: jam3, t3lym, 3lm, Tlab, trb 
 Topic 33: arhaby, mSdr, arhab, jyW, msl7 
 Topic 34: asra5yl, flsTyn, a7tlal, flsTyny, m7tl 
 Topic 35: wTn, 3rb, 7zb, 3ml, syas 
 Topic 36: 3raQ, bGdad, WrT, aKr, ams 
 Topic 37: trk, trkya, ardwG, 7kwm, 7zb 
 Topic 38: swr, rws, rwsya, dwl, Karj 
 Topic 39: dwl, ayran, ayr, 3rb, aslam 
 Topic 40: asra5yl, slam, dwl, mnTQ, Qrar 
....................................................................................................
Completed E-Step (81 seconds). 
Completed M-Step. 
Completing Iteration 56 (approx. per word bound = -7.542, relative change = 1.760e-05) 
....................................................................................................
Completed E-Step (85 seconds). 
Completed M-Step. 
Completing Iteration 57 (approx. per word bound = -7.542, relative change = 1.718e-05) 
....................................................................................................
Completed E-Step (85 seconds). 
Completed M-Step. 
Completing Iteration 58 (approx. per word bound = -7.542, relative change = 1.715e-05) 
....................................................................................................
Completed E-Step (82 seconds). 
Completed M-Step. 
Completing Iteration 59 (approx. per word bound = -7.542, relative change = 1.754e-05) 
....................................................................................................
Completed E-Step (83 seconds). 
Completed M-Step. 
Completing Iteration 60 (approx. per word bound = -7.542, relative change = 1.740e-05) 
Topic 1: aDaf, atSal, mwQ3, m3lwm, Qal 
 Topic 2: r5ys, asd, syd, bWar, 3rb 
 Topic 3: arhab, swr, tnZym, arhaby, dwl 
 Topic 4: mnTQ, jnwb, drj, WrQ, Wmal 
 Topic 5: antKab, dstwr, W3b, r5as, r5ys 
 Topic 6: m7afZ, zra3, laiQ, dyr, zwr 
 Topic 7: S7yf, bryTan, twns, frns, iyn 
 Topic 8: amyrk, amryk, wlay, mt7d, r5ys 
 Topic 9: 3am, awlA, sana, ams, 3rb 
 Topic 10: swr, 3rb, W3b, dwl, Shywn 
 Topic 11: 3bd, m7md, a7md, WyK, 3am 
 Topic 12: mad, Qan, mrswm, a7kam, rQm 
 Topic 13: msl7, mjmw3, arhab, syar, amn 
 Topic 14: swr, kan, dwl, syas, Qal 
 Topic 15: swr, 7kwm, msa3d, ansan, dwl 
 Topic 16: s3wd, mSr, QTr, nZam, syas 
 Topic 17: tfjyr, jrym, aTfal, 3ml, ajram 
 Topic 18: a3lam, swr, sa5l, 7QyQ, ans 
 Topic 19: awrwb, at7ad, dwl, nww, alman 
 Topic 20: ymn, 3dw, s3wd, jyW, Gar 
 Topic 21: UQaf, swr, 3alm, m3rD, taryK 
 Topic 22: 7lb, mdyn, m7afZ, ahal, jyW 
 Topic 23: aQtSad, swr, mjal, t3a, tjar 
 Topic 24: swr, 3laQ, bld, zyr, wfd 
 Topic 25: dyn, aslam, swr, bTryrk, slam 
 Topic 26: ardn, b7r, Ta5r, nQl, 7dwd 
 Topic 27: nfT, mya, Wrk, mWrw3, khrba 
 Topic 28: wTn, swr, Whda, jyW, abna 
 Topic 29: lbnan, lbn, mQawm, asra5yl, wTn 
 Topic 30: 3am, mal, swr, lyr, Wrk 
 Topic 31: mjls, mWrw3, 3ml, Qan, adar 
 Topic 32: jam3, t3lym, 3lm, Tlab, trb 
 Topic 33: arhaby, mSdr, arhab, jyW, msl7 
 Topic 34: asra5yl, flsTyn, a7tlal, flsTyny, m7tl 
 Topic 35: wTn, 3rb, 7zb, 3ml, syas 
 Topic 36: 3raQ, bGdad, WrT, aKr, ams 
 Topic 37: trk, trkya, ardwG, 7kwm, 7zb 
 Topic 38: swr, rws, rwsya, dwl, Karj 
 Topic 39: dwl, ayran, ayr, aslam, mnTQ 
 Topic 40: asra5yl, dwl, slam, 3rb, Qrar 
....................................................................................................
Completed E-Step (82 seconds). 
Completed M-Step. 
Completing Iteration 61 (approx. per word bound = -7.542, relative change = 1.743e-05) 
....................................................................................................
Completed E-Step (81 seconds). 
Completed M-Step. 
Completing Iteration 62 (approx. per word bound = -7.542, relative change = 1.840e-05) 
....................................................................................................
Completed E-Step (85 seconds). 
Completed M-Step. 
Completing Iteration 63 (approx. per word bound = -7.541, relative change = 1.829e-05) 
....................................................................................................
Completed E-Step (85 seconds). 
Completed M-Step. 
Completing Iteration 64 (approx. per word bound = -7.541, relative change = 1.913e-05) 
....................................................................................................
Completed E-Step (85 seconds). 
Completed M-Step. 
Completing Iteration 65 (approx. per word bound = -7.541, relative change = 1.916e-05) 
Topic 1: aDaf, atSal, mwQ3, m3lwm, Qal 
 Topic 2: r5ys, asd, syd, bWar, 3rb 
 Topic 3: arhab, swr, tnZym, arhaby, dwl 
 Topic 4: mnTQ, jnwb, drj, WrQ, Wmal 
 Topic 5: antKab, dstwr, W3b, r5as, r5ys 
 Topic 6: m7afZ, zra3, laiQ, dyr, zwr 
 Topic 7: S7yf, bryTan, twns, frns, iyn 
 Topic 8: amyrk, amryk, wlay, mt7d, r5ys 
 Topic 9: 3am, awlA, sana, ams, 3rb 
 Topic 10: swr, 3rb, W3b, dwl, Shywn 
 Topic 11: 3bd, m7md, a7md, WyK, 7sn 
 Topic 12: mad, Qan, mrswm, a7kam, rQm 
 Topic 13: msl7, mjmw3, arhab, syar, amn 
 Topic 14: swr, kan, Qal, dwl, syas 
 Topic 15: swr, 7kwm, msa3d, ansan, dwl 
 Topic 16: s3wd, mSr, QTr, nZam, syas 
 Topic 17: tfjyr, jrym, aTfal, 3ml, jra5m 
 Topic 18: a3lam, swr, sa5l, 7QyQ, ans 
 Topic 19: awrwb, at7ad, dwl, nww, alman 
 Topic 20: ymn, 3dw, s3wd, jyW, Gar 
 Topic 21: UQaf, swr, 3alm, m3rD, taryK 
 Topic 22: 7lb, mdyn, m7afZ, ahal, jyW 
 Topic 23: aQtSad, swr, t3a, mjal, tjar 
 Topic 24: swr, 3laQ, bld, zyr, wfd 
 Topic 25: dyn, aslam, swr, bTryrk, slam 
 Topic 26: ardn, b7r, Ta5r, nQl, 7dwd 
 Topic 27: nfT, mya, Wrk, mWrw3, khrba 
 Topic 28: wTn, swr, Whda, jyW, abna 
 Topic 29: lbnan, lbn, mQawm, asra5yl, wTn 
 Topic 30: 3am, mal, swr, lyr, Wrk 
 Topic 31: mjls, mWrw3, 3ml, Qan, adar 
 Topic 32: jam3, t3lym, 3lm, Tlab, trb 
 Topic 33: arhaby, mSdr, arhab, jyW, msl7 
 Topic 34: asra5yl, flsTyn, a7tlal, flsTyny, m7tl 
 Topic 35: 3rb, wTn, 7zb, 3ml, syas 
 Topic 36: 3raQ, bGdad, WrT, aKr, ams 
 Topic 37: trk, trkya, ardwG, 7kwm, 7zb 
 Topic 38: swr, rws, rwsya, dwl, Karj 
 Topic 39: dwl, ayran, ayr, aslam, mnTQ 
 Topic 40: dwl, asra5yl, slam, 3rb, Qrar 
....................................................................................................
Completed E-Step (80 seconds). 
Completed M-Step. 
Completing Iteration 66 (approx. per word bound = -7.541, relative change = 1.862e-05) 
....................................................................................................
Completed E-Step (82 seconds). 
Completed M-Step. 
Completing Iteration 67 (approx. per word bound = -7.541, relative change = 1.737e-05) 
....................................................................................................
Completed E-Step (82 seconds). 
Completed M-Step. 
Completing Iteration 68 (approx. per word bound = -7.541, relative change = 1.656e-05) 
....................................................................................................
Completed E-Step (80 seconds). 
Completed M-Step. 
Completing Iteration 69 (approx. per word bound = -7.541, relative change = 1.581e-05) 
....................................................................................................
Completed E-Step (80 seconds). 
Completed M-Step. 
Completing Iteration 70 (approx. per word bound = -7.541, relative change = 1.555e-05) 
Topic 1: aDaf, mwQ3, atSal, m3lwm, Qal 
 Topic 2: r5ys, asd, syd, bWar, 3rb 
 Topic 3: arhab, swr, tnZym, arhaby, dwl 
 Topic 4: mnTQ, jnwb, drj, WrQ, Wmal 
 Topic 5: antKab, dstwr, W3b, r5as, r5ys 
 Topic 6: m7afZ, zra3, laiQ, dyr, zwr 
 Topic 7: S7yf, bryTan, frns, twns, iyn 
 Topic 8: amyrk, amryk, wlay, mt7d, r5ys 
 Topic 9: 3am, awlA, sana, ams, 3rb 
 Topic 10: swr, 3rb, W3b, dwl, Shywn 
 Topic 11: 3bd, m7md, a7md, WyK, 7sn 
 Topic 12: mad, Qan, mrswm, a7kam, rQm 
 Topic 13: msl7, mjmw3, arhab, syar, amn 
 Topic 14: swr, kan, Qal, syas, dwl 
 Topic 15: swr, 7kwm, msa3d, ansan, dwl 
 Topic 16: s3wd, mSr, QTr, syas, nZam 
 Topic 17: tfjyr, jrym, aTfal, 3ml, jra5m 
 Topic 18: a3lam, swr, sa5l, 7QyQ, ans 
 Topic 19: awrwb, at7ad, dwl, nww, alman 
 Topic 20: ymn, 3dw, s3wd, jyW, Gar 
 Topic 21: UQaf, swr, 3alm, m3rD, taryK 
 Topic 22: 7lb, mdyn, m7afZ, ahal, jyW 
 Topic 23: aQtSad, swr, t3a, mjal, tjar 
 Topic 24: swr, 3laQ, zyr, bld, wfd 
 Topic 25: dyn, aslam, swr, bTryrk, slam 
 Topic 26: ardn, b7r, Ta5r, nQl, 7dwd 
 Topic 27: nfT, mya, Wrk, mWrw3, khrba 
 Topic 28: wTn, swr, Whda, jyW, abna 
 Topic 29: lbnan, lbn, mQawm, asra5yl, r5ys 
 Topic 30: 3am, mal, swr, lyr, Wrk 
 Topic 31: mjls, mWrw3, 3ml, Qan, adar 
 Topic 32: jam3, t3lym, 3lm, Tlab, trb 
 Topic 33: arhaby, mSdr, arhab, jyW, msl7 
 Topic 34: asra5yl, flsTyn, a7tlal, flsTyny, m7tl 
 Topic 35: wTn, 3rb, 7zb, 3ml, syas 
 Topic 36: 3raQ, bGdad, WrT, aKr, ams 
 Topic 37: trk, trkya, ardwG, 7kwm, 7zb 
 Topic 38: swr, rws, rwsya, dwl, Karj 
 Topic 39: ayran, dwl, ayr, aslam, mnTQ 
 Topic 40: dwl, 3rb, asra5yl, slam, Qrar 
....................................................................................................
Completed E-Step (82 seconds). 
Completed M-Step. 
Completing Iteration 71 (approx. per word bound = -7.540, relative change = 1.626e-05) 
....................................................................................................
Completed E-Step (83 seconds). 
Completed M-Step. 
Completing Iteration 72 (approx. per word bound = -7.540, relative change = 1.377e-05) 
....................................................................................................
Completed E-Step (79 seconds). 
Completed M-Step. 
Completing Iteration 73 (approx. per word bound = -7.540, relative change = 1.498e-05) 
....................................................................................................
Completed E-Step (81 seconds). 
Completed M-Step. 
Completing Iteration 74 (approx. per word bound = -7.540, relative change = 1.380e-05) 
....................................................................................................
Completed E-Step (82 seconds). 
Completed M-Step. 
Completing Iteration 75 (approx. per word bound = -7.540, relative change = 1.384e-05) 
Topic 1: aDaf, mwQ3, atSal, m3lwm, Qal 
 Topic 2: r5ys, asd, syd, bWar, 3rb 
 Topic 3: arhab, swr, tnZym, arhaby, dwl 
 Topic 4: mnTQ, jnwb, drj, WrQ, Wmal 
 Topic 5: antKab, dstwr, W3b, r5as, r5ys 
 Topic 6: m7afZ, zra3, laiQ, dyr, zwr 
 Topic 7: S7yf, bryTan, frns, twns, iyn 
 Topic 8: amyrk, amryk, wlay, mt7d, r5ys 
 Topic 9: 3am, awlA, sana, ams, ywm 
 Topic 10: swr, 3rb, W3b, dwl, Shywn 
 Topic 11: 3bd, m7md, a7md, WyK, 7sn 
 Topic 12: mad, Qan, mrswm, a7kam, rQm 
 Topic 13: msl7, mjmw3, arhab, syar, amn 
 Topic 14: swr, kan, Qal, syas, dwl 
 Topic 15: swr, 7kwm, msa3d, ansan, dwl 
 Topic 16: s3wd, mSr, QTr, syas, nZam 
 Topic 17: tfjyr, jrym, aTfal, jra5m, 3ml 
 Topic 18: a3lam, swr, sa5l, 7QyQ, ans 
 Topic 19: awrwb, at7ad, dwl, alman, nww 
 Topic 20: ymn, 3dw, s3wd, jyW, Gar 
 Topic 21: UQaf, swr, 3alm, m3rD, taryK 
 Topic 22: 7lb, mdyn, m7afZ, ahal, jyW 
 Topic 23: aQtSad, swr, t3a, mjal, tjar 
 Topic 24: swr, 3laQ, zyr, bld, wfd 
 Topic 25: dyn, aslam, swr, bTryrk, slam 
 Topic 26: ardn, b7r, Ta5r, nQl, 7dwd 
 Topic 27: mya, nfT, Wrk, mWrw3, khrba 
 Topic 28: wTn, swr, Whda, jyW, abna 
 Topic 29: lbnan, lbn, mQawm, asra5yl, r5ys 
 Topic 30: 3am, mal, swr, lyr, Wrk 
 Topic 31: mjls, mWrw3, 3ml, Qan, adar 
 Topic 32: jam3, t3lym, 3lm, Tlab, trb 
 Topic 33: arhaby, mSdr, arhab, jyW, msl7 
 Topic 34: asra5yl, flsTyn, a7tlal, flsTyny, QTa3 
 Topic 35: wTn, 3rb, 7zb, 3ml, syas 
 Topic 36: 3raQ, bGdad, WrT, aKr, ams 
 Topic 37: trk, trkya, ardwG, 7kwm, 7zb 
 Topic 38: swr, rws, rwsya, dwl, Karj 
 Topic 39: ayran, ayr, dwl, aslam, mnTQ 
 Topic 40: dwl, 3rb, asra5yl, slam, Qrar 
....................................................................................................
Completed E-Step (80 seconds). 
Completed M-Step. 
Completing Iteration 76 (approx. per word bound = -7.540, relative change = 1.225e-05) 
....................................................................................................
Completed E-Step (79 seconds). 
Completed M-Step. 
Completing Iteration 77 (approx. per word bound = -7.540, relative change = 1.284e-05) 
....................................................................................................
Completed E-Step (81 seconds). 
Completed M-Step. 
Completing Iteration 78 (approx. per word bound = -7.540, relative change = 1.197e-05) 
....................................................................................................
Completed E-Step (82 seconds). 
Completed M-Step. 
Completing Iteration 79 (approx. per word bound = -7.540, relative change = 1.124e-05) 
....................................................................................................
Completed E-Step (78 seconds). 
Completed M-Step. 
Completing Iteration 80 (approx. per word bound = -7.540, relative change = 1.125e-05) 
Topic 1: aDaf, mwQ3, atSal, m3lwm, Qal 
 Topic 2: r5ys, asd, syd, bWar, 3rb 
 Topic 3: arhab, swr, tnZym, arhaby, dwl 
 Topic 4: mnTQ, jnwb, drj, WrQ, Wmal 
 Topic 5: antKab, dstwr, W3b, r5as, r5ys 
 Topic 6: m7afZ, zra3, laiQ, dyr, zwr 
 Topic 7: S7yf, bryTan, twns, frns, iyn 
 Topic 8: amyrk, amryk, wlay, mt7d, r5ys 
 Topic 9: 3am, awlA, sana, ams, ywm 
 Topic 10: swr, 3rb, W3b, dwl, mQawm 
 Topic 11: 3bd, m7md, a7md, WyK, 7sn 
 Topic 12: mad, Qan, mrswm, a7kam, rQm 
 Topic 13: msl7, mjmw3, arhab, syar, amn 
 Topic 14: swr, kan, Qal, syas, dwl 
 Topic 15: swr, 7kwm, msa3d, ansan, W3b 
 Topic 16: s3wd, mSr, QTr, syas, nZam 
 Topic 17: tfjyr, jrym, jra5m, aTfal, 3ml 
 Topic 18: a3lam, swr, sa5l, 7QyQ, ans 
 Topic 19: awrwb, at7ad, frns, dwl, alman 
 Topic 20: ymn, 3dw, s3wd, jyW, Gar 
 Topic 21: UQaf, swr, 3alm, m3rD, 7fl 
 Topic 22: 7lb, mdyn, m7afZ, ahal, jyW 
 Topic 23: aQtSad, swr, t3a, mjal, tjar 
 Topic 24: swr, 3laQ, zyr, bld, wfd 
 Topic 25: dyn, aslam, swr, bTryrk, slam 
 Topic 26: ardn, b7r, Ta5r, 7dwd, nQl 
 Topic 27: mya, nfT, Wrk, mWrw3, khrba 
 Topic 28: wTn, swr, Whda, jyW, abna 
 Topic 29: lbnan, lbn, mQawm, asra5yl, r5ys 
 Topic 30: 3am, mal, swr, lyr, Wrk 
 Topic 31: mjls, mWrw3, 3ml, Qan, adar 
 Topic 32: jam3, t3lym, 3lm, Tlab, trb 
 Topic 33: arhaby, mSdr, arhab, jyW, msl7 
 Topic 34: asra5yl, flsTyn, a7tlal, flsTyny, QTa3 
 Topic 35: wTn, 3rb, 7zb, 3ml, syas 
 Topic 36: 3raQ, bGdad, WrT, aKr, ams 
 Topic 37: trk, trkya, ardwG, 7kwm, 7zb 
 Topic 38: swr, rws, rwsya, dwl, Karj 
 Topic 39: ayran, ayr, dwl, mnTQ, aslam 
 Topic 40: dwl, 3rb, asra5yl, slam, Qrar 
....................................................................................................
Completed E-Step (77 seconds). 
Completed M-Step. 
Completing Iteration 81 (approx. per word bound = -7.539, relative change = 1.256e-05) 
....................................................................................................
Completed E-Step (78 seconds). 
Completed M-Step. 
Completing Iteration 82 (approx. per word bound = -7.539, relative change = 1.159e-05) 
....................................................................................................
Completed E-Step (79 seconds). 
Completed M-Step. 
Completing Iteration 83 (approx. per word bound = -7.539, relative change = 1.067e-05) 
....................................................................................................
Completed E-Step (77 seconds). 
Completed M-Step. 
Model Converged 
A topic model with 40 topics, 64977 documents and a 85144 word dictionary.
[1mWarning messages:
[0m[1m1: package ‘tidyverse’ was built under R version 3.5.2 
[0m[1m2: package ‘ggplot2’ was built under R version 3.5.2 
[0m[1m3: package ‘tibble’ was built under R version 3.5.2 
[0m[1m4: package ‘tidyr’ was built under R version 3.5.2 
[0m[1m5: package ‘purrr’ was built under R version 3.5.2 
[0m[1m6: package ‘dplyr’ was built under R version 3.5.2 
[0m[1m7: package ‘stringr’ was built under R version 3.5.2 
[0m[1m8: package ‘forcats’ was built under R version 3.5.2 
[0m> q()
Save workspace image? [y/n/c]: n
